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Systematic analysis of immune-related genes based on a combination of multiple databases to build a diagnostic and a prognostic risk model for hepatocellular carcinoma
- Source :
- Cancer Immunology, Immunotherapy. 70:773-786
- Publication Year :
- 2020
- Publisher :
- Springer Science and Business Media LLC, 2020.
-
Abstract
- The immune microenvironment plays a vital role in the progression of hepatocellular carcinoma (HCC). Thousands of immune-related genes (IRGs) have been identified, but their effects on HCC are not fully understood. In this study, we identified the differentially expressed IRGs and analyzed their functions in HCC in a systematic way. Furthermore, we constructed a diagnostic and a prognostic model using multiple statistical methods, and both models had good distinguishing performance, which we verified in several independent datasets. This diagnostic model was also adaptable to proteomic data. The combination of a prognostic risk model and classic clinical staging can effectively distinguish patients in high- and low-risk groups. Furthermore, we systematically explore the differences in the immune microenvironment between the high-risk group and the low-risk group to help clinical decision-making. In summary, we systematically analyzed immune-related genes in HCC, explored their functions, constructed a diagnostic and a prognostic model and investigated potential therapeutic schedules in high-risk patients. The model performance was verified in multiple databases. Our findings can provide directions for future research.
- Subjects :
- Cancer Research
Carcinoma, Hepatocellular
Immune microenvironment
Immunology
computer.software_genre
Immune related genes
Immunophenotyping
Immunomodulation
03 medical and health sciences
Risk model
0302 clinical medicine
Diagnostic model
Databases, Genetic
Biomarkers, Tumor
Tumor Microenvironment
Humans
Immunology and Allergy
Medicine
IRGs
Database
business.industry
Gene Expression Profiling
Liver Neoplasms
Computational Biology
Prognosis
medicine.disease
Survival Analysis
Immune therapy
Gene Expression Regulation, Neoplastic
Oncology
Hepatocellular carcinoma
Prognostic model
Disease Susceptibility
business
computer
030215 immunology
Subjects
Details
- ISSN :
- 14320851 and 03407004
- Volume :
- 70
- Database :
- OpenAIRE
- Journal :
- Cancer Immunology, Immunotherapy
- Accession number :
- edsair.doi.dedup.....a634e00f4b98af714d613545e4c6180c
- Full Text :
- https://doi.org/10.1007/s00262-020-02733-2